Merge pull request #21 from lahovniktadej/master

README

Author: firefly-cpp

README.md

@@ -2,33 +2,48 @@
   <img width="200" src="https://raw.githubusercontent.com/firefly-cpp/FireflyAlgorithm/master/.github/imgs/firefly_logo.png">
 </p>
 
----
+<h1 align="center">
+Firefly Algorithm --- Implementation of Firefly algorithm in Python
+</h1>
 
-# Firefly Algorithm --- Implementation of Firefly algorithm in Python
+<p align="center">
+  <img alt="PyPI Version" src="https://img.shields.io/pypi/v/fireflyalgorithm.svg" href="https://pypi.python.org/pypi/fireflyalgorithm">
+  <img alt="PyPI - Python Version" src="https://img.shields.io/pypi/pyversions/fireflyalgorithm.svg">
+  <img alt="Downloads" src="https://img.shields.io/pypi/dm/fireflyalgorithm.svg">
+  <img alt="GitHub repo size" src="https://img.shields.io/github/repo-size/firefly-cpp/FireflyAlgorithm">
+  <img alt="AUR package" src="https://img.shields.io/aur/version/python-fireflyalgorithm?color=blue&label=Arch%20Linux&logo=arch-linux" href="https://aur.archlinux.org/packages/python-fireflyalgorithm">
+  <img alt="GitHub license" src="https://img.shields.io/github/license/firefly-cpp/FireflyAlgorithm.svg" href="https://github.com/firefly-cpp/FireflyAlgorithm/blob/master/LICENSE">  
+  <img alt="build" src="https://github.com/firefly-cpp/FireflyAlgorithm/actions/workflows/test.yml/badge.svg">
+</p>
 
----
+<p align="center">
+  <img alt="GitHub commit activity" src="https://img.shields.io/github/commit-activity/w/firefly-cpp/FireflyAlgorithm.svg">
+  <img alt="Average time to resolve an issue" src="http://isitmaintained.com/badge/resolution/firefly-cpp/FireflyAlgorithm.svg" href="http://isitmaintained.com/project/firefly-cpp/FireflyAlgorithm">
+  <img alt="Percentage of issues still open" src="http://isitmaintained.com/badge/open/firefly-cpp/FireflyAlgorithm.svg" href="http://isitmaintained.com/project/firefly-cpp/FireflyAlgorithm">
+  <img alt="GitHub contributors" src="https://img.shields.io/github/contributors/firefly-cpp/FireflyAlgorithm.svg">
+  <img alt="Packaging status" src="https://repology.org/badge/tiny-repos/python:fireflyalgorithm.svg" href="https://repology.org/project/python:fireflyalgorithm/versions">
+</p>
 
-[![PyPI Version](https://img.shields.io/pypi/v/fireflyalgorithm.svg)](https://pypi.python.org/pypi/fireflyalgorithm)
-![PyPI - Python Version](https://img.shields.io/pypi/pyversions/fireflyalgorithm.svg)
-![PyPI - Downloads](https://img.shields.io/pypi/dm/fireflyalgorithm.svg)
-[![Downloads](https://pepy.tech/badge/fireflyalgorithm)](https://pepy.tech/project/fireflyalgorithm)
-![GitHub repo size](https://img.shields.io/github/repo-size/firefly-cpp/FireflyAlgorithm?style=flat-square)
-[![AUR package](https://img.shields.io/aur/version/python-fireflyalgorithm?color=blue&label=Arch%20Linux&logo=arch-linux)](https://aur.archlinux.org/packages/python-fireflyalgorithm)
-[![GitHub license](https://img.shields.io/github/license/firefly-cpp/FireflyAlgorithm.svg)](https://github.com/firefly-cpp/FireflyAlgorithm/blob/master/LICENSE)
-![GitHub commit activity](https://img.shields.io/github/commit-activity/w/firefly-cpp/FireflyAlgorithm.svg)
-[![Average time to resolve an issue](http://isitmaintained.com/badge/resolution/firefly-cpp/FireflyAlgorithm.svg)](http://isitmaintained.com/project/firefly-cpp/FireflyAlgorithm "Average time to resolve an issue")
-[![Percentage of issues still open](http://isitmaintained.com/badge/open/firefly-cpp/FireflyAlgorithm.svg)](http://isitmaintained.com/project/firefly-cpp/FireflyAlgorithm "Percentage of issues still open")
-![GitHub contributors](https://img.shields.io/github/contributors/firefly-cpp/FireflyAlgorithm.svg)
-[![Packaging status](https://repology.org/badge/tiny-repos/python:fireflyalgorithm.svg)](https://repology.org/project/python:fireflyalgorithm/versions)
-[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.10430919.svg)](https://doi.org/10.5281/zenodo.10430919)
+<p align="center">
+  <img alt="DOI" src="https://zenodo.org/badge/DOI/10.5281/zenodo.10430919.svg" href="https://doi.org/10.5281/zenodo.10430919">
+</p>
+
+<p align="center">
+  <a href="#-about">📋 About</a> •
+  <a href="#-installation">📦 Installation</a> •
+  <a href="#-usage">🚀 Usage</a> •
+  <a href="#-reference-papers">📚 Reference Papers</a> •
+  <a href="#-cite-us">📄 Cite us</a> •
+  <a href="#-license">🔑 License</a>
+</p>
 
-## About 📋
+## 📋 About
 
 This package implements a nature-inspired algorithm for optimization called Firefly Algorithm (FA) in Python programming language. 🌿🔍💻
 
-## Installation 📦
+## 📦 Installation
 
-Install FireflyAlgorithm with pip:
+To install FireflyAlgorithm with pip, use:
 ```sh
 pip install fireflyalgorithm
 ```
@@ -40,12 +55,12 @@ To install FireflyAlgorithm on Arch Linux, please use an [AUR helper](https://wi
 ```sh
 $ yay -Syyu python-fireflyalgorithm
 ```
-To install FireflyAlgorithm on Alpine Linux:
+To install FireflyAlgorithm on Alpine Linux, use:
 ```sh
 $ apk add py3-fireflyalgorithm
 ```
 
-## Usage 🚀
+## 🚀 Usage
 
 ```python
 from fireflyalgorithm import FireflyAlgorithm
@@ -105,18 +120,18 @@ options:
 **Note:** The CLI script can also run as a python module (python -m fireflyalgorithm ...).
 
 
-## Reference Papers 📚
+## 📚 Reference Papers
 
 I. Fister Jr.,  X.-S. Yang,  I. Fister, J. Brest. [Memetic firefly algorithm for combinatorial optimization](http://www.iztok-jr-fister.eu/static/publications/44.pdf) in Bioinspired Optimization Methods and their Applications (BIOMA 2012), B. Filipic and J.Silc, Eds.
 Jozef Stefan Institute, Ljubljana, Slovenia, 2012
 
 I. Fister, I. Fister Jr.,  X.-S. Yang, J. Brest. [A comprehensive review of firefly algorithms](http://www.iztok-jr-fister.eu/static/publications/23.pdf). Swarm and Evolutionary Computation 13 (2013): 34-46.
 
-## Cite us
+## 📄 Cite us
 
 Fister Jr., I., Pečnik, L., & Stupan, Ž. (2023). firefly-cpp/FireflyAlgorithm: 0.4.3 (0.4.3). Zenodo. [https://doi.org/10.5281/zenodo.10430919](https://doi.org/10.5281/zenodo.10430919)
 
-## License
+## 🔑 License
 
 This package is distributed under the MIT License. This license can be found online at <http://www.opensource.org/licenses/MIT>.